Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 400 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 43.9 KiB |
| Average record size in memory | 112.3 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 4 |
Al is highly overall correlated with Class and 2 other fields | High correlation |
Bu is highly overall correlated with Hemo and 1 other fields | High correlation |
Class is highly overall correlated with Al and 5 other fields | High correlation |
Hemo is highly overall correlated with Al and 4 other fields | High correlation |
Htn is highly overall correlated with Class and 2 other fields | High correlation |
Rbcc is highly overall correlated with Class and 3 other fields | High correlation |
Sc is highly overall correlated with Al and 5 other fields | High correlation |
Sg is highly overall correlated with Class | High correlation |
Al has 199 (49.8%) zeros | Zeros |
Su has 339 (84.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-26 12:25:33.437043 |
|---|---|
| Analysis finished | 2024-07-26 12:25:49.716221 |
| Duration | 16.28 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
Bp
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.455 |
| Minimum | 50 |
|---|---|
| Maximum | 180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 70 |
| median | 78 |
| Q3 | 80 |
| 95-th percentile | 100 |
| Maximum | 180 |
| Range | 130 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 13.476536 |
|---|---|
| Coefficient of variation (CV) | 0.17626755 |
| Kurtosis | 9.0090714 |
| Mean | 76.455 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.6329366 |
| Sum | 30582 |
| Variance | 181.61702 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 80 | 116 | |
| 70 | 112 | |
| 60 | 71 | |
| 90 | 53 | |
| 100 | 25 | 6.2% |
| 76 | 12 | 3.0% |
| 50 | 5 | 1.2% |
| 110 | 3 | 0.8% |
| 140 | 1 | 0.2% |
| 180 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 50 | 5 | 1.2% |
| 60 | 71 | |
| 70 | 112 | |
| 76 | 12 | 3.0% |
| 80 | 116 | |
| 90 | 53 | |
| 100 | 25 | 6.2% |
| 110 | 3 | 0.8% |
| 120 | 1 | 0.2% |
| 140 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 180 | 1 | 0.2% |
| 140 | 1 | 0.2% |
| 120 | 1 | 0.2% |
| 110 | 3 | 0.8% |
| 100 | 25 | 6.2% |
| 90 | 53 | |
| 80 | 116 | |
| 76 | 12 | 3.0% |
| 70 | 112 | |
| 60 | 71 |
Sg
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| 1.02 | |
|---|---|
| 1.01 | |
| 1.025 | |
| 1.015 | |
| 1.005 | 7 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.4075 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1763 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.02 |
|---|---|
| 2nd row | 1.02 |
| 3rd row | 1.01 |
| 4th row | 1.005 |
| 5th row | 1.01 |
Common Values
| Value | Count | Frequency (%) |
| 1.02 | 153 | |
| 1.01 | 84 | |
| 1.025 | 81 | |
| 1.015 | 75 | |
| 1.005 | 7 | 1.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.02 | 153 | |
| 1.01 | 84 | |
| 1.025 | 81 | |
| 1.015 | 75 | |
| 1.005 | 7 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 559 | |
| 0 | 407 | |
| . | 400 | |
| 2 | 234 | |
| 5 | 163 | 9.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1363 | |
| Other Punctuation | 400 | 22.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 559 | |
| 0 | 407 | |
| 2 | 234 | |
| 5 | 163 | 12.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 400 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1763 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 559 | |
| 0 | 407 | |
| . | 400 | |
| 2 | 234 | |
| 5 | 163 | 9.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1763 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 559 | |
| 0 | 407 | |
| . | 400 | |
| 2 | 234 | |
| 5 | 163 | 9.2% |
Al
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.015 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 199 |
| Zeros (%) | 49.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2723294 |
|---|---|
| Coefficient of variation (CV) | 1.2535265 |
| Kurtosis | -0.035456005 |
| Mean | 1.015 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0650989 |
| Sum | 406 |
| Variance | 1.6188221 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 199 | |
| 1 | 90 | |
| 2 | 43 | 10.8% |
| 3 | 43 | 10.8% |
| 4 | 24 | 6.0% |
| 5 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 199 | |
| 1 | 90 | |
| 2 | 43 | 10.8% |
| 3 | 43 | 10.8% |
| 4 | 24 | 6.0% |
| 5 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 5 | 1 | 0.2% |
| 4 | 24 | 6.0% |
| 3 | 43 | 10.8% |
| 2 | 43 | 10.8% |
| 1 | 90 | |
| 0 | 199 |
Su
Real number (ℝ)
ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.395 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 339 |
| Zeros (%) | 84.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.0400381 |
|---|---|
| Coefficient of variation (CV) | 2.6330078 |
| Kurtosis | 6.3687605 |
| Mean | 0.395 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.700055 |
| Sum | 158 |
| Variance | 1.0816792 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 339 | |
| 2 | 18 | 4.5% |
| 3 | 14 | 3.5% |
| 4 | 13 | 3.2% |
| 1 | 13 | 3.2% |
| 5 | 3 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 339 | |
| 1 | 13 | 3.2% |
| 2 | 18 | 4.5% |
| 3 | 14 | 3.5% |
| 4 | 13 | 3.2% |
| 5 | 3 | 0.8% |
| Value | Count | Frequency (%) |
| 5 | 3 | 0.8% |
| 4 | 13 | 3.2% |
| 3 | 14 | 3.5% |
| 2 | 18 | 4.5% |
| 1 | 13 | 3.2% |
| 0 | 339 |
Rbc
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1200 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 353 | |
| 0.0 | 47 | 11.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 353 | |
| 0.0 | 47 | 11.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 447 | |
| . | 400 | |
| 1 | 353 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 800 | |
| Other Punctuation | 400 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 447 | |
| 1 | 353 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 400 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1200 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 447 | |
| . | 400 | |
| 1 | 353 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 447 | |
| . | 400 | |
| 1 | 353 |
Bu
Real number (ℝ)
HIGH CORRELATION
| Distinct | 118 |
|---|---|
| Distinct (%) | 29.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.4055 |
| Minimum | 1.5 |
|---|---|
| Maximum | 391 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 27 |
| median | 44 |
| Q3 | 61.75 |
| 95-th percentile | 158.2 |
| Maximum | 391 |
| Range | 389.5 |
| Interquartile range (IQR) | 34.75 |
Descriptive statistics
| Standard deviation | 49.28597 |
|---|---|
| Coefficient of variation (CV) | 0.85855833 |
| Kurtosis | 9.9595113 |
| Mean | 57.4055 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 2.6999774 |
| Sum | 22962.2 |
| Variance | 2429.1069 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 57 | 20 | 5.0% |
| 46 | 15 | 3.8% |
| 25 | 13 | 3.2% |
| 19 | 11 | 2.8% |
| 40 | 10 | 2.5% |
| 15 | 9 | 2.2% |
| 48 | 9 | 2.2% |
| 50 | 9 | 2.2% |
| 18 | 9 | 2.2% |
| 32 | 8 | 2.0% |
| Other values (108) | 287 |
| Value | Count | Frequency (%) |
| 1.5 | 1 | 0.2% |
| 10 | 2 | 0.5% |
| 15 | 9 | |
| 16 | 7 | |
| 17 | 7 | |
| 18 | 9 | |
| 19 | 11 | |
| 20 | 7 | |
| 21 | 1 | 0.2% |
| 22 | 6 |
| Value | Count | Frequency (%) |
| 391 | 1 | |
| 322 | 1 | |
| 309 | 1 | |
| 241 | 1 | |
| 235 | 1 | |
| 223 | 1 | |
| 219 | 1 | |
| 217 | 1 | |
| 215 | 1 | |
| 208 | 1 |
Sc
Real number (ℝ)
HIGH CORRELATION
| Distinct | 85 |
|---|---|
| Distinct (%) | 21.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.07235 |
| Minimum | 0.4 |
|---|---|
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.9 |
| median | 1.4 |
| Q3 | 3.07 |
| 95-th percentile | 11.805 |
| Maximum | 76 |
| Range | 75.6 |
| Interquartile range (IQR) | 2.17 |
Descriptive statistics
| Standard deviation | 5.6174901 |
|---|---|
| Coefficient of variation (CV) | 1.8284018 |
| Kurtosis | 82.912221 |
| Mean | 3.07235 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 7.6731605 |
| Sum | 1228.94 |
| Variance | 31.556195 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.2 | 40 | 10.0% |
| 1.1 | 24 | 6.0% |
| 0.5 | 23 | 5.8% |
| 1 | 23 | 5.8% |
| 0.9 | 22 | 5.5% |
| 0.7 | 22 | 5.5% |
| 0.6 | 18 | 4.5% |
| 3.07 | 17 | 4.2% |
| 0.8 | 17 | 4.2% |
| 2.2 | 10 | 2.5% |
| Other values (75) | 184 |
| Value | Count | Frequency (%) |
| 0.4 | 1 | 0.2% |
| 0.5 | 23 | |
| 0.6 | 18 | |
| 0.7 | 22 | |
| 0.8 | 17 | |
| 0.9 | 22 | |
| 1 | 23 | |
| 1.1 | 24 | |
| 1.2 | 40 | |
| 1.3 | 8 | 2.0% |
| Value | Count | Frequency (%) |
| 76 | 1 | |
| 48.1 | 1 | |
| 32 | 1 | |
| 24 | 1 | |
| 18.1 | 1 | |
| 18 | 1 | |
| 16.9 | 1 | |
| 16.4 | 1 | |
| 15.2 | 1 | |
| 15 | 1 |
Sod
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 137.52902 |
| Minimum | 4.5 |
|---|---|
| Maximum | 163 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 4.5 |
|---|---|
| 5-th percentile | 127 |
| Q1 | 135 |
| median | 137.53 |
| Q3 | 141 |
| 95-th percentile | 147 |
| Maximum | 163 |
| Range | 158.5 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 9.2042735 |
|---|---|
| Coefficient of variation (CV) | 0.066926043 |
| Kurtosis | 109.76332 |
| Mean | 137.52902 |
| Median Absolute Deviation (MAD) | 2.53 |
| Skewness | -7.9011825 |
| Sum | 55011.61 |
| Variance | 84.71865 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 137.53 | 87 | |
| 135 | 40 | 10.0% |
| 140 | 25 | 6.2% |
| 141 | 22 | 5.5% |
| 139 | 21 | 5.2% |
| 142 | 20 | 5.0% |
| 138 | 20 | 5.0% |
| 137 | 19 | 4.8% |
| 150 | 17 | 4.2% |
| 136 | 17 | 4.2% |
| Other values (25) | 112 |
| Value | Count | Frequency (%) |
| 4.5 | 1 | 0.2% |
| 104 | 1 | 0.2% |
| 111 | 1 | 0.2% |
| 113 | 2 | |
| 114 | 2 | |
| 115 | 1 | 0.2% |
| 120 | 2 | |
| 122 | 2 | |
| 124 | 3 | |
| 125 | 2 |
| Value | Count | Frequency (%) |
| 163 | 1 | 0.2% |
| 150 | 17 | |
| 147 | 13 | |
| 146 | 10 | 2.5% |
| 145 | 11 | |
| 144 | 9 | 2.2% |
| 143 | 4 | 1.0% |
| 142 | 20 | |
| 141 | 22 | |
| 140 | 25 |
Pot
Real number (ℝ)
| Distinct | 41 |
|---|---|
| Distinct (%) | 10.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.62785 |
| Minimum | 2.5 |
|---|---|
| Maximum | 47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 3.495 |
| Q1 | 4 |
| median | 4.63 |
| Q3 | 4.8 |
| 95-th percentile | 5.505 |
| Maximum | 47 |
| Range | 44.5 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 2.8197828 |
|---|---|
| Coefficient of variation (CV) | 0.60930731 |
| Kurtosis | 182.88847 |
| Mean | 4.62785 |
| Median Absolute Deviation (MAD) | 0.37 |
| Skewness | 13.100506 |
| Sum | 1851.14 |
| Variance | 7.9511753 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) |
| 4.63 | 88 | |
| 3.5 | 30 | 7.5% |
| 5 | 30 | 7.5% |
| 4.9 | 27 | 6.8% |
| 4.7 | 17 | 4.2% |
| 4.8 | 16 | 4.0% |
| 4 | 14 | 3.5% |
| 4.1 | 14 | 3.5% |
| 4.4 | 14 | 3.5% |
| 3.9 | 14 | 3.5% |
| Other values (31) | 136 |
| Value | Count | Frequency (%) |
| 2.5 | 2 | 0.5% |
| 2.7 | 1 | 0.2% |
| 2.8 | 1 | 0.2% |
| 2.9 | 3 | 0.8% |
| 3 | 2 | 0.5% |
| 3.2 | 3 | 0.8% |
| 3.3 | 3 | 0.8% |
| 3.4 | 5 | 1.2% |
| 3.5 | 30 | |
| 3.6 | 8 | 2.0% |
| Value | Count | Frequency (%) |
| 47 | 1 | 0.2% |
| 39 | 1 | 0.2% |
| 7.6 | 1 | 0.2% |
| 6.6 | 1 | 0.2% |
| 6.5 | 2 | |
| 6.4 | 1 | 0.2% |
| 6.3 | 3 | |
| 5.9 | 2 | |
| 5.8 | 2 | |
| 5.7 | 4 |
Hemo
Real number (ℝ)
HIGH CORRELATION
| Distinct | 116 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.5269 |
| Minimum | 3.1 |
|---|---|
| Maximum | 17.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 3.1 |
|---|---|
| 5-th percentile | 7.9 |
| Q1 | 10.875 |
| median | 12.53 |
| Q3 | 14.625 |
| 95-th percentile | 16.8 |
| Maximum | 17.8 |
| Range | 14.7 |
| Interquartile range (IQR) | 3.75 |
Descriptive statistics
| Standard deviation | 2.7161715 |
|---|---|
| Coefficient of variation (CV) | 0.2168271 |
| Kurtosis | -0.091501924 |
| Mean | 12.5269 |
| Median Absolute Deviation (MAD) | 1.87 |
| Skewness | -0.35957077 |
| Sum | 5010.76 |
| Variance | 7.3775874 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12.53 | 52 | 13.0% |
| 15 | 16 | 4.0% |
| 10.9 | 8 | 2.0% |
| 13.6 | 7 | 1.8% |
| 13 | 7 | 1.8% |
| 9.8 | 7 | 1.8% |
| 11.1 | 7 | 1.8% |
| 10.3 | 6 | 1.5% |
| 11.3 | 6 | 1.5% |
| 13.9 | 6 | 1.5% |
| Other values (106) | 278 |
| Value | Count | Frequency (%) |
| 3.1 | 1 | |
| 4.8 | 1 | |
| 5.5 | 1 | |
| 5.6 | 1 | |
| 5.8 | 1 | |
| 6 | 2 | |
| 6.1 | 1 | |
| 6.2 | 1 | |
| 6.3 | 1 | |
| 6.6 | 1 |
| Value | Count | Frequency (%) |
| 17.8 | 3 | |
| 17.7 | 1 | 0.2% |
| 17.6 | 1 | 0.2% |
| 17.5 | 1 | 0.2% |
| 17.4 | 2 | |
| 17.3 | 1 | 0.2% |
| 17.2 | 2 | |
| 17.1 | 2 | |
| 17 | 4 | |
| 16.9 | 2 |
Wbcc
Real number (ℝ)
| Distinct | 90 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8406.09 |
| Minimum | 2200 |
|---|---|
| Maximum | 26400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 2200 |
|---|---|
| 5-th percentile | 4700 |
| Q1 | 6975 |
| median | 8406 |
| Q3 | 9400 |
| 95-th percentile | 12400 |
| Maximum | 26400 |
| Range | 24200 |
| Interquartile range (IQR) | 2425 |
Descriptive statistics
| Standard deviation | 2523.22 |
|---|---|
| Coefficient of variation (CV) | 0.30016571 |
| Kurtosis | 9.4128464 |
| Mean | 8406.09 |
| Median Absolute Deviation (MAD) | 1194 |
| Skewness | 1.8889257 |
| Sum | 3362436 |
| Variance | 6366639 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8406 | 106 | |
| 9800 | 11 | 2.8% |
| 6700 | 10 | 2.5% |
| 9600 | 9 | 2.2% |
| 7200 | 9 | 2.2% |
| 9200 | 9 | 2.2% |
| 6900 | 8 | 2.0% |
| 5800 | 8 | 2.0% |
| 11000 | 8 | 2.0% |
| 7800 | 7 | 1.8% |
| Other values (80) | 215 |
| Value | Count | Frequency (%) |
| 2200 | 1 | 0.2% |
| 2600 | 1 | 0.2% |
| 3800 | 2 | 0.5% |
| 4100 | 1 | 0.2% |
| 4200 | 3 | |
| 4300 | 6 | |
| 4500 | 3 | |
| 4700 | 4 | |
| 4900 | 1 | 0.2% |
| 5000 | 5 |
| Value | Count | Frequency (%) |
| 26400 | 1 | |
| 21600 | 1 | |
| 19100 | 1 | |
| 18900 | 1 | |
| 16700 | 1 | |
| 16300 | 1 | |
| 15700 | 1 | |
| 15200 | 2 | |
| 14900 | 1 | |
| 14600 | 2 |
Rbcc
Real number (ℝ)
HIGH CORRELATION
| Distinct | 46 |
|---|---|
| Distinct (%) | 11.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.708275 |
| Minimum | 2.1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 2.1 |
|---|---|
| 5-th percentile | 3.2 |
| Q1 | 4.5 |
| median | 4.71 |
| Q3 | 5.1 |
| 95-th percentile | 6.105 |
| Maximum | 8 |
| Range | 5.9 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.84031518 |
|---|---|
| Coefficient of variation (CV) | 0.17847623 |
| Kurtosis | 1.0628788 |
| Mean | 4.708275 |
| Median Absolute Deviation (MAD) | 0.29 |
| Skewness | -0.2261583 |
| Sum | 1883.31 |
| Variance | 0.7061296 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 4.71 | 131 | |
| 5.2 | 18 | 4.5% |
| 4.5 | 16 | 4.0% |
| 4.9 | 14 | 3.5% |
| 4.7 | 11 | 2.8% |
| 3.9 | 10 | 2.5% |
| 5 | 10 | 2.5% |
| 4.8 | 10 | 2.5% |
| 4.6 | 9 | 2.2% |
| 3.4 | 9 | 2.2% |
| Other values (36) | 162 |
| Value | Count | Frequency (%) |
| 2.1 | 2 | |
| 2.3 | 1 | 0.2% |
| 2.4 | 1 | 0.2% |
| 2.5 | 2 | |
| 2.6 | 2 | |
| 2.7 | 2 | |
| 2.8 | 2 | |
| 2.9 | 2 | |
| 3 | 3 | |
| 3.1 | 2 |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.2% |
| 6.5 | 5 | |
| 6.4 | 5 | |
| 6.3 | 4 | |
| 6.2 | 5 | |
| 6.1 | 8 | |
| 6 | 4 | |
| 5.9 | 8 | |
| 5.8 | 7 | |
| 5.7 | 5 |
Htn
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 0.37 | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.005 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1202 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 251 | |
| 1.0 | 147 | |
| 0.37 | 2 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 251 | |
| 1.0 | 147 | |
| 0.37 | 2 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 651 | |
| . | 400 | |
| 1 | 147 | 12.2% |
| 3 | 2 | 0.2% |
| 7 | 2 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 802 | |
| Other Punctuation | 400 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 651 | |
| 1 | 147 | 18.3% |
| 3 | 2 | 0.2% |
| 7 | 2 | 0.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 400 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1202 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 651 | |
| . | 400 | |
| 1 | 147 | 12.2% |
| 3 | 2 | 0.2% |
| 7 | 2 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1202 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 651 | |
| . | 400 | |
| 1 | 147 | 12.2% |
| 3 | 2 | 0.2% |
| 7 | 2 | 0.2% |
Class
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 400 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 250 | |
| 0 | 150 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 250 | |
| 0 | 150 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 250 | |
| 0 | 150 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 400 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 250 | |
| 0 | 150 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 400 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 250 | |
| 0 | 150 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 400 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 250 | |
| 0 | 150 |
| Al | Bp | Bu | Class | Hemo | Htn | Pot | Rbc | Rbcc | Sc | Sg | Sod | Su | Wbcc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Al | 1.000 | 0.186 | 0.485 | 0.720 | -0.644 | 0.383 | 0.067 | 0.379 | -0.499 | 0.592 | 0.285 | -0.446 | 0.322 | 0.172 |
| Bp | 0.186 | 1.000 | 0.180 | 0.440 | -0.253 | 0.239 | 0.065 | 0.189 | -0.225 | 0.286 | 0.133 | -0.103 | 0.188 | 0.035 |
| Bu | 0.485 | 0.180 | 1.000 | 0.373 | -0.545 | 0.307 | 0.178 | 0.256 | -0.439 | 0.719 | 0.145 | -0.373 | 0.163 | 0.090 |
| Class | 0.720 | 0.440 | 0.373 | 1.000 | -0.783 | 0.590 | 0.033 | 0.270 | -0.631 | 0.685 | 0.695 | -0.480 | 0.327 | 0.208 |
| Hemo | -0.644 | -0.253 | -0.545 | -0.783 | 1.000 | 0.401 | -0.062 | 0.279 | 0.692 | -0.672 | 0.279 | 0.456 | -0.213 | -0.160 |
| Htn | 0.383 | 0.239 | 0.307 | 0.590 | 0.401 | 1.000 | 0.075 | 0.123 | -0.534 | 0.568 | 0.243 | -0.403 | 0.290 | 0.111 |
| Pot | 0.067 | 0.065 | 0.178 | 0.033 | -0.062 | 0.075 | 1.000 | 0.000 | -0.048 | 0.114 | 0.000 | 0.003 | 0.023 | -0.064 |
| Rbc | 0.379 | 0.189 | 0.256 | 0.270 | 0.279 | 0.123 | 0.000 | 1.000 | 0.186 | -0.258 | 0.280 | 0.217 | -0.121 | -0.030 |
| Rbcc | -0.499 | -0.225 | -0.439 | -0.631 | 0.692 | -0.534 | -0.048 | 0.186 | 1.000 | -0.542 | 0.251 | 0.352 | -0.227 | -0.160 |
| Sc | 0.592 | 0.286 | 0.719 | 0.685 | -0.672 | 0.568 | 0.114 | -0.258 | -0.542 | 1.000 | 0.102 | -0.458 | 0.261 | 0.125 |
| Sg | 0.285 | 0.133 | 0.145 | 0.695 | 0.279 | 0.243 | 0.000 | 0.280 | 0.251 | 0.102 | 1.000 | 0.351 | -0.334 | -0.220 |
| Sod | -0.446 | -0.103 | -0.373 | -0.480 | 0.456 | -0.403 | 0.003 | 0.217 | 0.352 | -0.458 | 0.351 | 1.000 | -0.170 | 0.007 |
| Su | 0.322 | 0.188 | 0.163 | 0.327 | -0.213 | 0.290 | 0.023 | -0.121 | -0.227 | 0.261 | -0.334 | -0.170 | 1.000 | 0.211 |
| Wbcc | 0.172 | 0.035 | 0.090 | 0.208 | -0.160 | 0.111 | -0.064 | -0.030 | -0.160 | 0.125 | -0.220 | 0.007 | 0.211 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Bp | Sg | Al | Su | Rbc | Bu | Sc | Sod | Pot | Hemo | Wbcc | Rbcc | Htn | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 80.0 | 1.020 | 1.0 | 0.0 | 1.0 | 36.0 | 1.2 | 137.53 | 4.63 | 15.4 | 7800.0 | 5.20 | 1.0 | 1 |
| 1 | 50.0 | 1.020 | 4.0 | 0.0 | 1.0 | 18.0 | 0.8 | 137.53 | 4.63 | 11.3 | 6000.0 | 4.71 | 0.0 | 1 |
| 2 | 80.0 | 1.010 | 2.0 | 3.0 | 1.0 | 53.0 | 1.8 | 137.53 | 4.63 | 9.6 | 7500.0 | 4.71 | 0.0 | 1 |
| 3 | 70.0 | 1.005 | 4.0 | 0.0 | 1.0 | 56.0 | 3.8 | 111.00 | 2.50 | 11.2 | 6700.0 | 3.90 | 1.0 | 1 |
| 4 | 80.0 | 1.010 | 2.0 | 0.0 | 1.0 | 26.0 | 1.4 | 137.53 | 4.63 | 11.6 | 7300.0 | 4.60 | 0.0 | 1 |
| 5 | 90.0 | 1.015 | 3.0 | 0.0 | 1.0 | 25.0 | 1.1 | 142.00 | 3.20 | 12.2 | 7800.0 | 4.40 | 1.0 | 1 |
| 6 | 70.0 | 1.010 | 0.0 | 0.0 | 1.0 | 54.0 | 24.0 | 104.00 | 4.00 | 12.4 | 8406.0 | 4.71 | 0.0 | 1 |
| 7 | 76.0 | 1.015 | 2.0 | 4.0 | 1.0 | 31.0 | 1.1 | 137.53 | 4.63 | 12.4 | 6900.0 | 5.00 | 0.0 | 1 |
| 8 | 100.0 | 1.015 | 3.0 | 0.0 | 1.0 | 60.0 | 1.9 | 137.53 | 4.63 | 10.8 | 9600.0 | 4.00 | 1.0 | 1 |
| 9 | 90.0 | 1.020 | 2.0 | 0.0 | 0.0 | 107.0 | 7.2 | 114.00 | 3.70 | 9.5 | 12100.0 | 3.70 | 1.0 | 1 |
| Bp | Sg | Al | Su | Rbc | Bu | Sc | Sod | Pot | Hemo | Wbcc | Rbcc | Htn | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 390 | 80.0 | 1.025 | 0.0 | 0.0 | 1.0 | 25.0 | 0.8 | 135.0 | 3.7 | 15.0 | 6300.0 | 5.3 | 0.0 | 0 |
| 391 | 80.0 | 1.025 | 0.0 | 0.0 | 1.0 | 16.0 | 1.1 | 142.0 | 4.1 | 15.6 | 5800.0 | 6.3 | 0.0 | 0 |
| 392 | 80.0 | 1.020 | 0.0 | 0.0 | 1.0 | 48.0 | 1.2 | 147.0 | 4.3 | 14.8 | 6600.0 | 5.5 | 0.0 | 0 |
| 393 | 60.0 | 1.025 | 0.0 | 0.0 | 1.0 | 45.0 | 0.7 | 141.0 | 4.4 | 13.0 | 7400.0 | 5.4 | 0.0 | 0 |
| 394 | 80.0 | 1.020 | 0.0 | 0.0 | 1.0 | 46.0 | 0.8 | 139.0 | 5.0 | 14.1 | 9500.0 | 4.6 | 0.0 | 0 |
| 395 | 80.0 | 1.020 | 0.0 | 0.0 | 1.0 | 49.0 | 0.5 | 150.0 | 4.9 | 15.7 | 6700.0 | 4.9 | 0.0 | 0 |
| 396 | 70.0 | 1.025 | 0.0 | 0.0 | 1.0 | 31.0 | 1.2 | 141.0 | 3.5 | 16.5 | 7800.0 | 6.2 | 0.0 | 0 |
| 397 | 80.0 | 1.020 | 0.0 | 0.0 | 1.0 | 26.0 | 0.6 | 137.0 | 4.4 | 15.8 | 6600.0 | 5.4 | 0.0 | 0 |
| 398 | 60.0 | 1.025 | 0.0 | 0.0 | 1.0 | 50.0 | 1.0 | 135.0 | 4.9 | 14.2 | 7200.0 | 5.9 | 0.0 | 0 |
| 399 | 80.0 | 1.025 | 0.0 | 0.0 | 1.0 | 18.0 | 1.1 | 141.0 | 3.5 | 15.8 | 6800.0 | 6.1 | 0.0 | 0 |